{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# ***Introduction to Radar Using Python and MATLAB***\n",
    "## Andy Harrison - Copyright (C) 2019 Artech House\n",
    "<br/>\n",
    "\n",
    "# Adaptive Kalman Filtering ($\\epsilon_k$ method)\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Referring to Section 9.1.3.3, consider the problem of tracking a maneuvering target, such as a ship, automobile, aircraft, or ballistic object experiencing atmospheric drag.  While an attempt could be made to model the control inputs, there would be no way to model environmental conditions such as ocean current, wind, and temperature.  A simple approach to this problem would be to increase the process noise variance to take into account the variance in the unknown system dynamics.  While this method does give rise to a nondiverging filter, it is usually far from optimal. A maneuvering target must undergo some type of acceleration.  Therefore, implementing a constant velocity model results in filtered output that does not react quickly to maneuvers and takes a long period of time to recover.  While implementing a constant acceleration model results in filtered output that responds more quickly to maneuvers, this model amplifies the noise and in the residual.\n",
    "***"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Begin by setting the library path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import lib_path"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the start time (s), end time (s) and time step (s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "start = 0.0\n",
    "\n",
    "end = 100.0\n",
    "\n",
    "step = 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Calculate the number of updates and create the time array with the `linspace` routine from `scipy`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import linspace\n",
    "\n",
    "number_of_updates = round( (end - start) / step) + 1\n",
    "\n",
    "t, dt = linspace(start, end, number_of_updates, retstep=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the adaptive parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "threshold = 0.19\n",
    "\n",
    "scale = 1e3"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the maneuver parameters (time (s) and velocity (m/s))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "maneuver_time = 20.0\n",
    "\n",
    "vmx = 100.0\n",
    "\n",
    "vmy = 20.0\n",
    "\n",
    "vmz = 15.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial position (m)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "px = 2.0\n",
    "\n",
    "py = 1.0\n",
    "\n",
    "pz = 5.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the initial velocity (m/s)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "vx = 10.0\n",
    "\n",
    "vy = 20.0\n",
    "\n",
    "vz = 15.0"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set the measurement noise (m^2) and process variance ( m^2, (m/s)^2, (m/s/s)^2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "measurement_noise_variance = 10.0\n",
    "\n",
    "process_noise_variance = 1e-6"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create the target trajectory"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import zeros\n",
    "\n",
    "x_true = zeros([6, number_of_updates])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Add the maneuver"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import ones_like, zeros_like\n",
    "\n",
    "pre_index = [n for n, e in enumerate(t) if e < maneuver_time]\n",
    "\n",
    "post_index = [n for n, e in enumerate(t) if e >= maneuver_time]\n",
    "\n",
    "\n",
    "\n",
    "x = px + vx * t[pre_index]\n",
    "\n",
    "xm = x[-1] + vmx * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "y = py + vy * t[pre_index]\n",
    "\n",
    "ym = y[-1] + vmy * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "z = pz + vz * t[pre_index]\n",
    "\n",
    "zm = z[-1] + vmz * (t[post_index] - maneuver_time)\n",
    "\n",
    "\n",
    "\n",
    "x_true[0] = [*x, *xm]\n",
    "\n",
    "x_true[1] = [*(vx * ones_like(t[pre_index])), *(vmx * ones_like(t[post_index]))]\n",
    "\n",
    "x_true[2] = [*y, *ym]\n",
    "\n",
    "x_true[3] = [*(vy * ones_like(t[pre_index])), *(vmy * ones_like(t[post_index]))]\n",
    "\n",
    "x_true[4] = [*z, *zm]\n",
    "\n",
    "x_true[5] = [*(vz * ones_like(t[pre_index])), *(vmz * ones_like(t[post_index]))]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Set up the measurement noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import sqrt, random\n",
    "\n",
    "v = sqrt(measurement_noise_variance) * (random.rand(number_of_updates) - 0.5)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize state and input control vector"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "x = zeros(6)\n",
    "\n",
    "u = zeros_like(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the covariance and control matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import eye\n",
    "\n",
    "P = 1.0e3 * eye(6)\n",
    "\n",
    "B = zeros_like(P)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize measurement and process noise variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "R = measurement_noise_variance * eye(3)\n",
    "\n",
    "Q = process_noise_variance * eye(6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "State transition and measurement transition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "A = eye(6)\n",
    "\n",
    "A[0, 1] = dt\n",
    "\n",
    "A[2, 3] = dt\n",
    "\n",
    "A[4, 5] = dt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Measurement transition matrix"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "H = zeros([3, 6])\n",
    "\n",
    "H[0, 0] = 1\n",
    "\n",
    "H[1, 2] = 1\n",
    "\n",
    "H[2, 4] = 1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Initialize the Kalman filter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "from Libs.tracking import kalman\n",
    "\n",
    "kf = kalman.Kalman(x, u, P, A, B, Q, H, R)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Generate the measurements"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "from numpy import matmul\n",
    "\n",
    "z = [matmul(H, x_true[:, i]) + v[i] for i in range(number_of_updates)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Update the filter for each measurement"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "kf.filter_epsilon(z, threshold, scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import pyplot as plt\n",
    "\n",
    "\n",
    "# Set the figure size\n",
    "\n",
    "plt.rcParams[\"figure.figsize\"] = (15, 10)\n",
    "\n",
    "\n",
    "\n",
    "# Position - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[0, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[0] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[0] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - X (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[2, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[1] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[2] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Y (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Position - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[4, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [z[2] for z in z], ':', label='Measurement')\n",
    "\n",
    "plt.plot(t, [x[4] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Position - Z (m)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - X\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[1, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[1] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - X (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Y\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[3, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[3] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Y (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Velocity - Z\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, x_true[5, :], '', label='True')\n",
    "\n",
    "plt.plot(t, [x[5] for x in kf.state], '--', label='Filtered')\n",
    "\n",
    "plt.ylabel('Velocity - Z (m/s)', size=12)\n",
    "\n",
    "plt.legend(loc='best', prop={'size': 10})\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)\n",
    "\n",
    "\n",
    "\n",
    "# Residual\n",
    "\n",
    "plt.figure()\n",
    "\n",
    "plt.plot(t, kf.residual, '')\n",
    "\n",
    "plt.ylabel('Residual (m)', size=12)\n",
    "\n",
    "\n",
    "\n",
    "# Set the plot title and labels\n",
    "\n",
    "plt.title('Adaptive Kalman Filter - $\\epsilon_k$ Method', size=14)\n",
    "\n",
    "plt.xlabel('Time (s)', size=12)\n",
    "\n",
    "\n",
    "# Set the tick label size\n",
    "\n",
    "plt.tick_params(labelsize=12)\n",
    "\n",
    "\n",
    "# Turn on the grid\n",
    "\n",
    "plt.grid(linestyle=':', linewidth=0.5)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
